There have been a lot of calls for comparisons of NuPIC’s CLA to other AI/ML approaches (SVM,deep learning,…) be it in the form of reviewed academic publications, benchmarks on standart datasets etc.
There’s a NPC for that (TODO link)
And here’s first fruit:
Subutai’s CLA-ARIMA (auto-regressive integrated moving average)
Evaluating Real-time Anomaly Detection Algorithms - the Numenta Anomaly Benchmark
Continuous online sequence learning with an unsupervised neural network model
December 2015 - http://arxiv.org/abs/1512.05463